Communication-efficient sparse regression: a one-shot approach

Mcdonald, R

2009

Earlier work this paper cites.

[author] Raskutti, GarveshG., Wainwright, Martin JM. J. and Yu, BinB. (2010). Restricted eigenvalue properties for correlated Gaussian designs. J. Mach. Learn. Res. 11 2241–2259

2010

Earlier work this paper cites.

[author] Vershynin, RomanR. (2010). Introduction to the non-asymptotic analysis of random matrices. arXiv preprint arXiv:1011.3027

Original

2010

Earlier work this paper cites.

Zinkevich, M

2010

Earlier work this paper cites.

[author] Belloni, AlexandreA., Chernozhukov, VictorV. and Hansen, ChristianC. (2011). Inference for high-dimensional sparse econometric models. arXiv preprint arXiv:1201.0220

Original

2011

Earlier work this paper cites.

[author] Boyd, StephenS., Parikh, NealN., Chu, EricE., Peleato, BorjaB. and Eckstein, JonathanJ. (2011). Distributed optimization and statistical learning via the alternating direction method of multipliers. Foundations and Trends in Machine Learning 3 1–122

2011

Earlier work this paper cites.

[author] Bühlmann, PeterP. and Van De Geer, SaraS. (2011). Statistics for high-dimensional data: methods, theory and applications. Springer

2011

Earlier work this paper cites.

[author] Dekel, OferO., Gilad-Bachrach, RanR., Shamir, OhadO. and Xiao, LinL. (2012). Optimal distributed online prediction using mini-batches. The Journal of Machine Learning Research 13 165–202

2012

Cited alongside, same era.

[author] Duchi, John CJ. C., Agarwal, AlekhA. and Wainwright, Martin JM. J. (2012). Dual averaging for distributed optimization: convergence analysis and network scaling. Automatic Control, IEEE Transactions on 57 592–606

2012

Cited alongside, same era.

[author] Negahban, Sahand NS. N., Ravikumar, PradeepP., Wainwright, Martin JM. J. and Yu, BinB. (2012). A Unified Framework for High-Dimensional Analysis of M-Estimators with Decomposable Regularizers. Statistical Science 27 538–557

2012

Cited alongside, same era.

[author] Rudelson, MarkM. and Zhou, ShuhengS. (2013). Reconstruction from anisotropic random measurements. Information Theory, IEEE Transactions on 59 3434–3447

2013

Cited alongside, same era.

[author] Garg, AnkitA., Ma, TengyuT. and Nguyen, Huy LH. L. (2014). Lower Bound for High-Dimensional Statistical Learning Problem via Direct-Sum Theorem. arXiv preprint arXiv:1405.1665

Original

2014

Later among the works it cites.

[author] Rosenblatt, JonathanJ. and Nadler, BoazB. (2014). On the Optimality of Averaging in Distributed Statistical Learning. arXiv preprint arXiv:1407.2724

Original

2014

Later among the works it cites.

[author] Zhang, Cun-HuiC.-H. and Zhang, Stephanie SS. S. (2014). Confidence intervals for low dimensional parameters in high dimensional linear models. Journal of the Royal Statistical Society: Series B (Statistical Methodology) 76 217–242

2014

Later among the works it cites.

[author] Battey, HeatherH., Fan, JianqingJ., Liu, HanH. and Lu, JunweiJ. (2015). Splitotic analysis for distributed estimation and hypothesis testing. preprint (personal communication)

2015

Closest in time.